SUMMARY
0 Click to view table only summary(For saving)

Title Input
0 Type City
1 Search los angeles
2 Place of Interests in n out, starbucks, mcdonalds, restaurant

SHOWING RESULTS FOR INPUT:

RENT: $/SQFT

2011201220132014201520162017201820191.522.533.5
90046900349004490026900669001990004900259001190027900369004290006900289002490049900209000390047900189001690043900059003790022900459005790029900659000890035900079004890068900329001290033900639000190038900179006490039900029003190023900159004190059900629006190013900149005690077900409001090067

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING RENT

0 1 2 3
0 Model: OLS Adj. R-squared: 0.435
1 Dependent Variable: rent AIC: 46.0235
2 Date: 2020-01-21 00:21 BIC: 72.8092
3 No. Observations: 58 Log-Likelihood: -10.012
4 Df Model: 12 F-statistic: 4.658
5 Df Residuals: 45 Prob (F-statistic): 7.16e-05
6 R-squared: 0.554 Scale: 0.10658

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 4.389941e+00 0.839839 5.227125 0.000004 2.698420 6.081463
population 8.614135e-07 0.000003 0.292373 0.771345 -0.000005 0.000007
density 1.131460e-05 0.000006 1.840774 0.072254 -0.000001 0.000024
violent crime -2.313364e-02 0.022031 -1.050067 0.299294 -0.067506 0.021238
property crime 1.261682e-02 0.024951 0.505667 0.615558 -0.037637 0.062870
MCDONALDS_count -1.003878e-01 0.054845 -1.830407 0.073817 -0.210850 0.010075
RESTAURANT_count -6.919356e-02 0.048346 -1.431205 0.159280 -0.166568 0.028181
STARBUCKS_count 4.116426e-02 0.015369 2.678328 0.010294 0.010209 0.072120
IN N OUT_count 5.368188e-02 0.320448 0.167522 0.867710 -0.591733 0.699097
MCDONALDS_mean -5.160823e-05 0.000104 -0.495227 0.622849 -0.000262 0.000158
RESTAURANT_mean -1.796245e-04 0.000246 -0.729708 0.469350 -0.000675 0.000316
STARBUCKS_mean -1.091677e-04 0.000276 -0.396245 0.693797 -0.000664 0.000446
IN N OUT_mean 1.166297e-05 0.000041 0.285267 0.776748 -0.000071 0.000094

SALES: $/SQFT

20102011201220132014201520162017201820192004006008001000
9004690034900449002690066900199000490025900119002790036900429000690028900249004990020900059004790003900169001890043900379002290045900659000890035900129004890068900329006390001900179003890064900029003990031900159005990041900629006190077

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING SALES

0 1 2 3
0 Model: OLS Adj. R-squared: 0.638
1 Dependent Variable: sales AIC: 591.1297
2 Date: 2020-01-21 00:21 BIC: 615.1817
3 No. Observations: 47 Log-Likelihood: -282.56
4 Df Model: 12 F-statistic: 7.767
5 Df Residuals: 34 Prob (F-statistic): 1.12e-06
6 R-squared: 0.733 Scale: 13493.

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 1463.038510 305.282413 4.792410 0.000032 842.630001 2083.447018
population -0.001069 0.001346 -0.794212 0.432581 -0.003804 0.001666
density 0.006814 0.002960 2.302086 0.027582 0.000799 0.012830
violent crime -10.828867 11.740145 -0.922379 0.362830 -34.687711 13.029978
property crime 2.888056 13.816862 0.209024 0.835677 -25.191186 30.967299
MCDONALDS_count -24.702608 21.002958 -1.176149 0.247705 -67.385754 17.980538
RESTAURANT_count -24.832512 19.901386 -1.247778 0.220638 -65.276994 15.611971
STARBUCKS_count 14.780678 6.169675 2.395698 0.022239 2.242389 27.318967
IN N OUT_count 24.853032 119.807474 0.207441 0.836903 -218.625049 268.331112
MCDONALDS_mean -0.033815 0.048459 -0.697806 0.490043 -0.132295 0.064666
RESTAURANT_mean 0.018740 0.096731 0.193730 0.847540 -0.177842 0.215321
STARBUCKS_mean 0.026365 0.115600 0.228072 0.820956 -0.208562 0.261292
IN N OUT_mean -0.000206 0.015009 -0.013756 0.989105 -0.030708 0.030295

ROI (PER YERAR: ROI = RENT*12/SALES*100)

2011201220132014201520162017201820194681012
9000190002900039000490005900069000890011900129001590016900179001890019900209002290024900259002690027900289003190032900349003590036900379003890039900419004290043900449004590046900479004890049900599006190062900639006490065900669006890077

REGRESSION ANALYSIS ON IMPACT OF FACTORS REGARDING ROI

0 1 2 3
0 Model: OLS Adj. R-squared: 0.439
1 Dependent Variable: roi AIC: 129.7820
2 Date: 2020-01-21 00:21 BIC: 153.8340
3 No. Observations: 47 Log-Likelihood: -51.891
4 Df Model: 12 F-statistic: 4.002
5 Df Residuals: 34 Prob (F-statistic): 0.000701
6 R-squared: 0.586 Scale: 0.73641

Coef. Std.Err. t P>|t| [0.025 0.975]
intercept 4.029233 2.255300 1.786562 0.082928 -0.554088 8.612554
population 0.000012 0.000010 1.249944 0.219855 -0.000008 0.000033
density -0.000053 0.000022 -2.442908 0.019918 -0.000098 -0.000009
violent crime -0.014754 0.086731 -0.170116 0.865927 -0.191014 0.161505
property crime 0.058781 0.102073 0.575871 0.568495 -0.148657 0.266219
MCDONALDS_count -0.062203 0.155161 -0.400890 0.691009 -0.377528 0.253123
RESTAURANT_count -0.053430 0.147023 -0.363415 0.718545 -0.352217 0.245357
STARBUCKS_count -0.092056 0.045579 -2.019713 0.051351 -0.184684 0.000571
IN N OUT_count -0.704942 0.885088 -0.796466 0.431288 -2.503657 1.093773
MCDONALDS_mean 0.000846 0.000358 2.364109 0.023927 0.000119 0.001574
RESTAURANT_mean -0.000488 0.000715 -0.682327 0.499655 -0.001940 0.000965
STARBUCKS_mean -0.000778 0.000854 -0.910581 0.368927 -0.002513 0.000958
IN N OUT_mean 0.000074 0.000111 0.667098 0.509212 -0.000151 0.000299

SUMMARY
0 Click to view table only summary(For saving)